If you're looking to use a Linux board for web stuff in the Arduino ecosystem, there's the Rascal (disclosure: which I built): http://rascalmicro.com . If you expect to be compiling your own kernel and that sort of thing, the Beagleboard is slightly cheaper, as noted in another comment.
Just a warning: the illustration on the page shows an attached display. You don't get the LCD & touchscreen in the $149 price. That's another $199 for the 4.3" resistive, and $499 for the 10.1" procap. OUCH.